{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ch01/hungry.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I'm hungry!\n"
     ]
    }
   ],
   "source": [
    "print(\"I'm hungry!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ch01/man.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initilized!\n",
      "Hello David!\n",
      "Good-bye David!\n"
     ]
    }
   ],
   "source": [
    "class Man:\n",
    "    \"\"\"サンプルクラス\"\"\"\n",
    "\n",
    "    def __init__(self, name):\n",
    "        self.name = name\n",
    "        print(\"Initilized!\")\n",
    "\n",
    "    def hello(self):\n",
    "        print(\"Hello \" + self.name + \"!\")\n",
    "\n",
    "    def goodbye(self):\n",
    "        print(\"Good-bye \" + self.name + \"!\")\n",
    "\n",
    "m = Man(\"David\")\n",
    "m.hello()\n",
    "m.goodbye()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ch01/simple_graph.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Rw/w/n0+zaDs24IsKissY8uJCGkSE8NUd59ivOuNXRGS5qqZUXW7/K/eQRZn7mLluD7cNam8l4MPqhQXzyCWd2bAnj/eXbHc6jjF1worAA0rLynn8y/W0alSPcQPtCmJfN6xrM87pEMeE2enk2mxmJgBYEXjAh0u3k743j79e3JmIULuC2NeJCI9e2oX84jJenmtDVRv/Z0XgpoNHi5kwJ4OzEhvbRPR+JKlpA67p24b3l2wnMzvP6TjG1CorAje9NCeDwwUlPDqiiw0x7Wf+NCSJyLBgnv7aTic1/s2KwA2Z2Xn8Z8l2runXhk7NGjodx3hY4/rh3DG4A/PTc/jOxiEyfsyKwA3PzthAZGgw9wxNdjqKqSVjz06gTWwkT329ntIyG4fI+CcrghpalLmPeRuyuW1wB2KjwpyOY2pJeEgwf7moExl7j/BR6o6Tb2CMD7IiqIHycuXpGWm0jKnHDWcnOB3H1LLh3ZrRt10sL87O4HBhidNxjPE4K4Ia+HxFFut2Heb+4cl2umgAEBEeubgL+/OLeX3+JqfjGONxVgSnqaC4jBdmp9OzVTSX9mjhdBxTR7q3iubyM1ry9g9b2JF71Ok4xniUFcFpmvzDZnYfKuThi7sQFGSniwaS+4d1IigIXpid7nQUYzzKiuA05OQV8caCTQzr2pS+7Wx00UDTLDqC3w9ox7SVu1ibdcjpOMZ4jBXBaXh5bgZFpeU8MLyT01GMQ245vz2NIkN59ps0fHHkXmOqY0VwijKz85i6bAfX9W9LYnx9p+MYhzSMCOWOwUn8mLmf7zbuczqOMR5hRXCK/m9mOpGhwdx5QZLTUYzDruvfljaxkTw7I42ycvtVYHyfR4pARIaLSLqIZIrIg9U8f4+IrBeR1SIyT0TaVnquTERWum7Tq27rDZZvy2X2+r3ccn57u3jMEBYSxJ+HJbNhTx5frKh2im1jfIrbRSAiwcBrwEVAF+BqEelSZbUVQIqq9gA+Af6v0nMFqtrLdRuBl1FVnvtmA00ahHPjgASn4xgvcUn35vRoFc2E2ekUlpQ5HccYt3jiF0FfIFNVN6tqMTAVGFl5BVWdr6rHTr5eDLTywPvWiXlp2SzbeoC7hiQRGRbidBzjJYKChAcv6sSuQ4VMWbTV6TjGuMUTRdASqDwIy07XsuO5Cfim0uMIEUkVkcUiMup4G4nIza71UnNy6mYkyLJy5e8zN5AYF8XolNZ18p7Gd5zdPo5ByfG8Nj+Tg0dtJjPju+r0YLGIXAekAM9XWtzWNZnyNcDLItK+um1VdaKqpqhqSnx8fB2khU9/2snG7CPcNyyZUJvE3FTjgYs6kVdUyusLbOgJ47s88e2WBVT+c7mVa9kviMgQ4GFghKoWHVuuqlmufzcDC4DeHsjktsKSMl6ak0HP1jEM72Yzj5nqdWrWkMt6t2TKoq3sPlTgdBxjasQTRbAMSBKRdiISBowBfnH2j4j0Bv5FRQlkV1reSETCXffjgAHAeg9kclvF/7EL+ctFnWzmMXNCdw/piCq8Mnej01GMqRG3i0BVS4HbgVlAGvCxqq4TkSdE5NhZQM8D9YH/VjlNtDOQKiKrgPnAc6rqeBEcOlrCa/MzGZQcT//Exk7HMV6udWwk1/Zvw8epO8jMPuJ0HGNOm0dOg1HVGcCMKsv+Vun+kONstwjo7okMnvTGwk3kFZVyvw0lYU7RbYM68PGyHbw4J53Xr+3jdBxjTosdAa0i+3Ah7y7awsieLejc3OYhNqcmrn444wYmMmPNHlbtOOh0HGNOixVBFa9+u5HSMuXuoR2djmJ8zLiB7YiNCuP5WTZMtfEtVgSVbNufz9SlOxjTtzVtG0c5Hcf4mAYRodw2qAM/ZO7jBxuQzvgQK4JKXpyTQUiwcOdgG1jO1My1/drQMqYef5+5wYapNj7DisAlbfdhpq/axY0D2tGkYYTTcYyPiggN5u6hHVmTdYgZa/Y4HceYU2JF4PLCrHQahIdwy7nVXthszCm7rHdLkprUZ8KcdErLyp2OY8xJWREAqVtzmbchmz+c157oyFCn4xgfFxwk3HthMptz8vnMhqk2PiDgi0BV+b9Z6cTVt2GmjecM69qUHq2ieWXuRopKbZhq490CvggWZuSwdEsud17QwYaZNh4jItw3LJmsgwV8uGS703GMOaGALoLycuX5Wem0jq3HmDPbOB3H+JlzOsTRPzGWf87P5GhxqdNxjDmugC6Cmev2sG7XYe4e0pGwkID+j8LUgopfBZ3Yd6SYd37c6nQcY44rYL/9SsvKmTA7naQm9RnZ60Tz6BhTc33aNmJI5ya8uXATh46WOB3HmGoFbBF8viKLTTn53HthR4KDbJhpU3vuvTCZvMJS/vWdTV5jvFNAFkFRaRkvz91I95bRDOtqk86Y2tW5eUNG9GzBOz9uJTuv0Ok4xvxKQBbB1KU7yDpYwH3Dkm3SGVMn7h7akeKycl77NtPpKMb8SsAVwdHiUv7xbSb92sUyMCnO6TgmQLSLi2J0Sis+WLqdnQeOOh3HmF/wSBGIyHARSReRTBF5sJrnw0XkI9fzS0QkodJzf3EtTxeRYZ7IcyJTFm1j35Ei+zVg6twdg5MQEZvS0ngdt4tARIKB14CLgC7A1SLSpcpqNwEHVLUD8BLwd9e2XaiY47grMBx43fV6teJQQQlvLtzE4E5NSEmIra23MaZaLWLqcV2/tnz600425diUlsZ7eOIXQV8gU1U3q2oxMBUYWWWdkcAU1/1PgAuk4s/xkcBUVS1S1S1Apuv1asWk7zdzqKCEey+0SWeMM24d1J6I0GBenJPhdBRjfuaJImgJ7Kj0eKdrWbXruCa7PwQ0PsVtARCRm0UkVURSc3JyahT0UEEJI3u1oGuL6Bptb4y74uqHc9M57fh69W7WZh1yOo4xgA8dLFbViaqaoqop8fHxNXqNJ0Z246XRvTwbzJjTNG5gItH1Qu1XgfEaniiCLKB1pcetXMuqXUdEQoBoYP8pbutRQXbxmHFYdL1Q/nBeIt9uyCZ1a67TcYzxSBEsA5JEpJ2IhFFx8Hd6lXWmA2Nd938LfKsV8/hNB8a4zipqByQBSz2QyRivdsPZCcTVD+f5Wek2paVxnNtF4NrnfzswC0gDPlbVdSLyhIiMcK02GWgsIpnAPcCDrm3XAR8D64GZwG2qaoO3G78XGRbCHYM7sGRLLj9k2kT3xlnii3+NpKSkaGpqqtMxjHFLUWkZg19YSOP6YUy7bYBd12JqnYgsV9WUqst95mCxMf4mPCSYu4YksXrnIWat2+t0HBPArAiMcdDlvVvSPj6KCbPTKSv3vV/nxj9YERjjoJDgIO69MJmN2Uf4wia6Nw6xIjDGYRd1a0b3ltG8NDeD4tJyp+OYAGRFYIzDRIQ/D0tm54ECpi6zie5N3bMiMMYLnJsUR992sbw6zya6N3XPisAYLyAi3D8smX1HipiyaJvTcUyAsSIwxkukJMQyuJNrovsCm+je1B0rAmO8yJ8vTOZQQQlvfbfZ6SgmgFgRGONFurRoyKU9WzD5hy3k5BU5HccECCsCY7zMvUM7UlJWzj++tSktTd2wIjDGyyTERXHVma35YMl2tu+3ie5N7bMiMMYL3XVBEiHBwoQ56U5HMQHAisAYL9SkYQS/H9COaSt3sW6XTWlpapcVgTFe6g/ntSe6XijPz7JfBaZ2WREY46Wi64Vy26D2LEjPYfHm/U7HMX7MrSIQkVgRmSMiG13/NqpmnV4i8j8RWSciq0XkqkrPvSsiW0RkpevWy508xvib352VQPPoCP4+c4NNaWlqjbu/CB4E5qlqEjDP9biqo8DvVLUrMBx4WURiKj1/n6r2ct1WupnHGL8SERrMn4YksWL7QWavt8lrTO1wtwhGAlNc96cAo6quoKoZqrrRdX8XkA3Eu/m+xgSMK85oRfv4KJ6flU5pmQ1TbTzP3SJoqqq7Xff3AE1PtLKI9AXCgE2VFj/t2mX0koiEn2Dbm0UkVURSc3Jy3IxtjO8ICQ7ivmHJZGYf4dOfdjodx/ihkxaBiMwVkbXV3EZWXk8rdmAedyemiDQH3gNuVNVjf9b8BegEnAnEAg8cb3tVnaiqKaqaEh9vPyhMYBnWtRlntIlhwuwMG6baeNxJi0BVh6hqt2pu04C9ri/4Y1/02dW9hog0BL4GHlbVxZVee7dWKALeAfp64kMZ429EhId+05nsvCImf7/F6TjGz7i7a2g6MNZ1fywwreoKIhIGfA78W1U/qfLcsRIRKo4vrHUzjzF+KyUhlmFdm/Lmwk3sO2ID0hnPcbcIngOGishGYIjrMSKSIiKTXOuMBs4FbqjmNNH3RWQNsAaIA55yM48xfu3+4Z0oLC3nlbk2IJ3xHPHFc5NTUlI0NTXV6RjGOOKRL9bywdLtzL77XNrH13c6jvEhIrJcVVOqLrcri43xMXdekERESBDPz7ShJ4xnWBEY42PiG4Tzh/PaM3PdHlK35jodx/gBKwJjfNC4ge1o0iCcZ2ak2dATxm1WBMb4oMiwEO4Z2pGfth/km7V7nI5jfJwVgTE+6rd9WpHctAHPfpNGYUmZ03GMD7MiMMZHhQQH8ddLOrMjt4B3F211Oo6pZRv2HOaKNxaxZV++x1/bisAYHzYwKZ4LOjXhn99mkpNnF5n5K1XliS/XsynnCI0iQz3++lYExvi4hy7uTGFJGS/OyXA6iqkls9fvZdGm/dw9pCMxkWEef30rAmN8XPv4+lx/Vls+Wrad9bsOOx3HeFhRaRnPzEgjqUl9ru3Xplbew4rAGD9w1wVJNKwXylNfr7fTSf3MOz9uZdv+ozxySRdCgmvnK9uKwBg/EBMZxt1DOrJo037mplU7CLDxQdl5hfzz20wu6NSEczvW3vD7VgTG+Ilr+rWhQ5P6PP31eopLbSYzf/DCrHSKSst4+OLOtfo+VgTG+InQ4CAevrgzW/cfZYqdTurz1mYd4r/Ld3LD2Qkk1vLgglYExviRQclNGJQczyvzNpJ9uNDpOKaGVJXHv1xHbGQYd1yQVOvvZ0VgjJ959NKuFJeW88yMNKejmBr6avVulm09wL0XJtMwwvPXDVTlVhGISKyIzBGRja5/Gx1nvbJKk9JMr7S8nYgsEZFMEfnINZuZMcYNCXFR/OG8RL5YuYslm/c7HcecpiNFpTz19Xq6NG/IVWe2rpP3dPcXwYPAPFVNAua5HlenQFV7uW4jKi3/O/CSqnYADgA3uZnHGAPcen4HWsbU49Hp6ygtswPHvuSVuRnsPVzEU5d1IzhI6uQ93S2CkcAU1/0pVMw7fEpc8xQPBo7NY3xa2xtjjq9eWDCPXNKFDXvy+Pf/tjkdx5yi9D15vP3jVsac2Zoz2lS7g6VWuFsETVV1t+v+HqDpcdaLEJFUEVksIqNcyxoDB1W11PV4J9DyeG8kIje7XiM1JyfHzdjG+L9hXZtybsd4XpqTQXaeHTj2dqrKI9PW0iAihPuHd6rT9z5pEYjIXBFZW81tZOX1tOJyxuNd0tjWNU/mNcDLItL+dIOq6kRVTVHVlPj42ruwwhh/ISI8dmkXCkvLeO6bDU7HMSfx+Yoslm7J5YHhnYiNqtvDpSctAlUdoqrdqrlNA/aKSHMA17/VXtKoqlmufzcDC4DewH4gRkRCXKu1ArLc/kTGmJ8lxtdn/MBEPvspy6a19GKHCkp4ZkYavVrHcFVK3RwgrszdXUPTgbGu+2OBaVVXEJFGIhLuuh8HDADWu35BzAd+e6LtjTHuuX1wB1pER/Dw52spsQPHXmnC7HRy84t5alQ3guroAHFl7hbBc8BQEdkIDHE9RkRSRGSSa53OQKqIrKLii/85VV3veu4B4B4RyaTimMFkN/MYY6qIDAvh8ZHdSN+bx8TvNjsdx1SxNusQ/1m8jev7t6Vby2hHMoScfJXjU9X9wAXVLE8FxrnuLwK6H2f7zUBfdzIYY05uaJem/KZ7M16Zt5GLujWr9SELzKkpLSvnoc/XEBsVxj0XJjuWw64sNiZAPHZpV8JDgnjo8zU2VLWXePvHLazeeYjHRnQlul7tX0F8PFYExgSIJg0jeOg3nVm8OZePU3c4HSfgbd2Xz4TZGQzp3JSLuzd3NIsVgTEB5KqU1vRtF8vTX6fZHMcOUlUe/Gw1YcFBPDWqGxXX1zrHisCYABIUJDx7eXcKS8p5/Mt1TscJWFOX7WDx5lweurgzzaIjnI5jRWBMoGkfX5/bB3fgq9W7+XbDXqfjBJw9hwp55us0zkpszJg6GlTuZKwIjAlAt5zXno5N6/PQZ2s5VFDidJyAoar89Yu1lJSX8+zl3R3fJXSMFYExASgsJIgXruxJzpEiHp9uu4jqytdrdjM3bS/3Dk0mIS7K6Tg/syIwJkD1aBXDHYM78NmKLL5Zs/vkGxi3ZOcV8rdp6+jRKpobByQ4HecXrAiMCWC3DepA95bRPPT5GhuhtBapKvd/spr8olJeHN2TkGDv+ur1rjTGmDoVGhzES1f1JL+4jIc+swvNast/Fm9jQXoOD1/cmQ5NGjgd51esCIwJcB2aNOCB4Z2Ym5bNf1N3Oh3H72Rm5/HU12mc1zGe6/u3dTpOtawIjDHceHYC/RNjefzLdezIPep0HL9RXFrOnz5aSVR4CM9f2cNrzhKqyorAGENQkPDClT0REe797yrKym0XkSe8PDeDtVmHefby7jRp4PyFY8djRWCMAaBVo0geH9GVpVtyeWVuhtNxfN7SLbm8sXATV6W0ZljXZk7HOSErAmPMz67o04rf9mnFP+Zn8l2GzQ1eUwePFnP3RytpExvJ3y7t4nSck7IiMMb8wpMju9GxSQP+9NFK9hyyU0pPV3m5cvdHK8nOK+SVMb2JCndr2pc64VYRiEisiMwRkY2ufxtVs84gEVlZ6VYoIqNcz70rIlsqPdfLnTzGGPfVCwvmtWvPoLCkjDs+/IlSm97ytPzj20zmp+fwt0u70qt1jNNxTom7vwgeBOapahIwz/X4F1R1vqr2UtVewGDgKDC70ir3HXteVVe6mccY4wEdmtTn2cu7s2zrAV6YbccLTtXCjBxenpfB5b1bcl2/Nk7HOWXuFsFIYIrr/hRg1EnW/y3wjara+WnGeLmRvVpydd82vLlwE/PSbJTSk9l54Ch3TV1BctMGPH2Z9wwodyrcLYKmqnpskJI9QNOTrD8G+LDKsqdFZLWIvCQi4cfbUERuFpFUEUnNybGDWMbUhUcv7UKX5g255+NVbNuf73Qcr1VYUsat7/9EWZnyxnV9qBcW7HSk03LSIhCRuSKytprbyMrracW16cc9+VhEmlMxif2sSov/AnQCzgRigQeOt72qTlTVFFVNiY+PP1lsY4wHRIQG8/q1ZwDw+3eX2ZDVx/HEV+tZvfMQE0b3pJ0XjSp6qk5aBKo6RFW7VXObBux1fcEf+6LPPsFLjQY+V9Wf/5ekqru1QhHwDtDXvY9jjPG0hLgo/nV9H7bnHuXW95dTYgePf+HdH7fwwZLt3HJeey708usFjsfdXUPTgbGu+2OBaSdY92qq7BaqVCJCxfGFtW7mMcbUgv6JjXnmsu78mLmfv01bZ4PTucxat4fHv1rP0C5NuW9YstNxaszdIngOGCoiG4EhrseISIqITDq2kogkAK2BhVW2f19E1gBrgDjgKTfzGGNqyZUprbn1/PZ8uHQ7k3/Y4nQcx/20/QB3friCnq1ieHVMb4KDfOfgcFVuXemgqvuBC6pZngqMq/R4K9CymvUGu/P+xpi69ecLk9m6P5+nZ6TRJjbSZ3eFuGvrvnzGTUmlWXQEk8em+NzB4arsymJjzCkLChImXNmLHi2juWvqSlbuOOh0pDqXm1/MDe8sRVV598a+NK5/3JMdfYYVgTHmtNQLC+at36UQ3yCc6ycvYW3WIacj1ZmC4jLGTVnG7kOFTBp7pk+eIVQdKwJjzGlr0jCCD8b3o2FEKNdOWsL6XYedjlTrjhaX8vt3l7Fix0FevqoXfdr+akQdn2VFYIypkVaNIvlwfH8iw4K5bvIS0vfkOR2p1hwpKuWGd5axZMt+Xhrdi4u6N3c6kkdZERhjaqxN44oyCAkSrp20mMxs/yuDvMISxr69lOXbDvDKmN6M6v2r8158nhWBMcYtCXFRfHhzf0C4+q0lZGYfcTqSxxwuLOH6yUtZteMg/7y6N5f2bOF0pFphRWCMcVv7+Pp8OL4fqsrlr//Iok37nI7ktoNHi7lu0hLW7TrE69ee4Xe7gyqzIjDGeERS0wZ8fusAmjaM4HeTl/Jx6g6nI9XYxr15jHrtRzbszuPN6/r4/fUSVgTGGI9pHRvJJ388m/6Jjbn/k9X838wNlJf71nAUc9bv5bLXF3GkqIwPxvfjgs4nG1TZ91kRGGM8KrpeKO/ceCZX923N6ws2ccfUFRSWlDkd66RUlX/M28j4f6eSGB/Fl3cMICUh1ulYdcL7J9M0xvic0OAgnrmsOwmNo3hu5gY2ZR9hwuiedG0R7XS0auUXlXLfJ6uYsWYPl/VuybOXdyci1LeHjTgd9ovAGFMrRIQ/nNeet8eeyf78Ykb+80f+MW+j182B/MPGffzm1e+ZuXYPf724My+O7hlQJQBWBMaYWjaoUxNm/+lcLurenAlzMrjijUVecb1Bbn4x93y8kusmLyFIhA/G92fcwESfmmLSU8QXxxVPSUnR1NRUp2MYY07T16t389cv1pBfXMadgztw44B2RIXX7R5qVeWLlVk8+VUahwtK+OP57bltUIeA+BUgIstVNeVXy60IjDF1KSeviL9+sYZZ6/bSKDKUcQMTGXt2AvVruRDKy5X56dn8a+Fmlm7NpXebGJ67vAfJzRrU6vt6EysCY4xX+Wn7AV6dt5EF6TnERIYyfmAivzurLQ0iQj36PoUlZXy+IotJ329mU04+LaIj+OOgDlzTt41PTyZTE7VSBCJyJfAY0Bno65qQprr1hgOvAMHAJFU9NpNZO2Aq0BhYDlyvqsUne18rAmP8x8odB3l13ka+3ZBNvdBgzu0Yx4VdmjG4UxMaRYXV6DWLS8tZsf0A323M4aNlO9h3pJhuLRsyfmAiv+nenNDgwDw8WltF0BkoB/4F/Lm6IhCRYCADGArsBJYBV6vqehH5GPhMVaeKyJvAKlV942Tva0VgjP9ZvfMg/03dyZz1e9lzuJDgICGlbSPOT25Cu7hIWsZE0iImgtiosJ8P6KoqR4pKOXi0hJwjRaRuzeWHzP0s25JLQUkZQQLnJzdh/MBE+ifGBuSB4MpqddeQiCzg+EVwFvCYqg5zPf6L66nngBygmaqWVl3vRKwIjPFfqsqarEPMWb+X2ev2kr73l2cY1QsNJr5BOEeLKwqgtMqVyx2a1GdA+8YM6BBHv8TGRNfz7K4mX3a8IqiLw/UtgcqDjuwE+lGxO+igqpZWWn7c8V1F5GbgZoA2bdrUTlJjjONEhB6tYujRKoZ7L0zmQH4xWQcLyDpYwK6DBWQdKCDnSBFR4SHE1AulUWQY0ZEV//ZoFU3ThhFOfwSfc9IiEJG5QHUjLj2sqtM8H6l6qjoRmAgVvwjq6n2NMc5qFBVGo6gwurX0zquS/cFJi0BVh7j5HllA60qPW7mW7QdiRCTE9avg2HJjjDF1qC4OnS8DkkSknYiEAWOA6VpxcGI+8FvXemOBOvuFYYwxpoJbRSAil4nITuAs4GsRmeVa3kJEZgC4/tq/HZgFpAEfq+o610s8ANwjIplUHDOY7E4eY4wxp88uKDPGmABxvLOGAvOqCmOMMT+zIjDGmABnRWCMMQHOisAYYwKcTx4sFpEcYFsNN48D9nkwjtP86fP402cB//o8/vRZIHA/T1tVja+60CeLwB0iklrdUXNf5U+fx58+C/jX5/GnzwL2eaqyXUPGGBPgrAiMMSbABWIRTHQ6gIf50+fxp88C/vV5/OmzgH2eXwi4YwTGGGN+KRB/ERhjjKnEisAYYwJcQBWBiAwXkXQRyRSRB53O4w4ReVtEskVkrdNZ3CUirUVkvoisF5F1InKX05lqSkQiRGSpiKxyfZbHnc7kCSISLCIrROQrp7O4S0S2isgaEVkpIj49eqWIxIjIJyKyQUTSXFP+nv7rBMoxAhEJBjKAoVRMi7kMuFpV1zsarIZE5FzgCPBvVe3mdB53iEhzoLmq/iQiDYDlwChf/O9GKmZHj1LVIyISCvwA3KWqix2O5hYRuQdIARqq6iVO53GHiGwFUlTV5y8oE5EpwPeqOsk130ukqh483dcJpF8EfYFMVd2sqsXAVGCkw5lqTFW/A3KdzuEJqrpbVX9y3c+jYt6K485f7c20whHXw1DXzaf/2hKRVsDFwCSns5j/T0SigXNxzeOiqsU1KQEIrCJoCeyo9HgnPvpl489EJAHoDSxxOEqNuXajrASygTmq6rOfxeVl4H6g3OEcnqLAbBFZLiI3Ox3GDe2AHOAd1267SSISVZMXCqQiMF5OROoDnwJ/UtXDTuepKVUtU9VeVMzD3VdEfHbXnYhcAmSr6nKns3jQOap6BnARcJtrN6svCgHOAN5Q1d5APlCjY5+BVARZQOtKj1u5lhkv4Nqf/inwvqp+5nQeT3D9TJ8PDHc4ijsGACNc+9WnAoNF5D/ORnKPqma5/s0GPqdit7Ev2gnsrPSL8xMqiuG0BVIRLAOSRKSd66DKGGC6w5kMPx9gnQykqeqLTudxh4jEi0iM6349Kk5O2OBoKDeo6l9UtZWqJlDx/5lvVfU6h2PVmIhEuU5IwLUb5ULAJ8+8U9U9wA4RSXYtugCo0QkWIR5L5eVUtVREbgdmAcHA26q6zuFYNSYiHwLnA3EishN4VFUnO5uqxgYA1wNrXPvWAR5S1RnORaqx5sAU11lqQcDHqurzp1z6kabA5xV/exACfKCqM52N5JY7gPddf9xuBm6syYsEzOmjxhhjqhdIu4aMMcZUw4rAGGMCnBWBMcYEOCsCY4wJcFYExhgT4KwIjDEmwFkRGGNMgPt/XRnf/t8V4X0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# データの作成\n",
    "x = np.arange(0, 6, 0.1) # 0から6まで0.1刻みで生成\n",
    "y = np.sin(x)\n",
    "\n",
    "# グラフの描画\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ch01/sin_graph.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# データの作成\n",
    "x = np.arange(0, 6, 0.1)\n",
    "y = np.sin(x)\n",
    "\n",
    "# グラフの描画\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ch01/sin_cos_graph.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# データの作成\n",
    "x = np.arange(0, 6, 0.1) # 0から6まで0.1刻みで生成\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "# グラフの描画\n",
    "plt.plot(x, y1, label=\"sin\")\n",
    "plt.plot(x, y2, linestyle = \"--\", label=\"cos\")\n",
    "plt.xlabel(\"x\") # x軸のラベル\n",
    "plt.ylabel(\"y\") # y軸のラベル\n",
    "plt.title('sin & cos')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ch01/img_show.py\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.image import imread\n",
    "\n",
    "img = imread('../dataset/lena.png') # 画像の読み込み\n",
    "plt.imshow(img)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
  },
  "kernelspec": {
   "display_name": "dezero:Python",
   "language": "python",
   "name": "conda-env-dezero-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
